Overview
Brought to you by YData
Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 5058 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.1 MiB |
| Average record size in memory | 441.7 B |
Variable types
| Categorical | 9 |
|---|---|
| Numeric | 10 |
CashbackAmount is highly overall correlated with PreferedOrderCat | High correlation |
CouponUsed is highly overall correlated with OrderCount | High correlation |
OrderCount is highly overall correlated with CouponUsed | High correlation |
PreferedOrderCat is highly overall correlated with CashbackAmount | High correlation |
Tenure has 457 (9.0%) zeros | Zeros |
CouponUsed has 912 (18.0%) zeros | Zeros |
DaySinceLastOrder has 427 (8.4%) zeros | Zeros |
Reproduction
| Analysis started | 2025-06-19 19:26:00.793204 |
|---|---|
| Analysis finished | 2025-06-19 19:26:20.868414 |
| Duration | 20.08 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4220 | |
| 1 | 838 | 16.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4220 | |
| 1 | 838 | 16.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4220 | |
| 1 | 838 | 16.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4220 | |
| 1 | 838 | 16.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4220 | |
| 1 | 838 | 16.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4220 | |
| 1 | 838 | 16.6% |
Tenure
Real number (ℝ)
Zeros
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.142151 |
| Minimum | 0 |
|---|---|
| Maximum | 61 |
| Zeros | 457 |
| Zeros (%) | 9.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 9 |
| Q3 | 15 |
| 95-th percentile | 27 |
| Maximum | 61 |
| Range | 61 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.3962664 |
|---|---|
| Coefficient of variation (CV) | 0.82785854 |
| Kurtosis | 0.21026547 |
| Mean | 10.142151 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.78873155 |
| Sum | 51299 |
| Variance | 70.49729 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 1 | 618 | 12.2% |
| 9 | 458 | 9.1% |
| 0 | 457 | 9.0% |
| 8 | 233 | 4.6% |
| 10 | 196 | 3.9% |
| 7 | 195 | 3.9% |
| 5 | 189 | 3.7% |
| 4 | 185 | 3.7% |
| 3 | 176 | 3.5% |
| 11 | 174 | 3.4% |
| Other values (26) | 2177 |
| Value | Count | Frequency (%) |
| 0 | 457 | |
| 1 | 618 | |
| 2 | 152 | 3.0% |
| 3 | 176 | 3.5% |
| 4 | 185 | 3.7% |
| 5 | 189 | 3.7% |
| 6 | 165 | 3.3% |
| 7 | 195 | 3.9% |
| 8 | 233 | 4.6% |
| 9 | 458 |
| Value | Count | Frequency (%) |
| 61 | 1 | < 0.1% |
| 60 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 31 | 46 | |
| 30 | 63 | |
| 29 | 52 | |
| 28 | 61 | |
| 27 | 59 | |
| 26 | 55 |
PreferredLoginDevice
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 350.0 KiB |
| Phone | |
|---|---|
| Computer |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.8600237 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Phone |
|---|---|
| 2nd row | Phone |
| 3rd row | Phone |
| 4th row | Phone |
| 5th row | Phone |
Common Values
| Value | Count | Frequency (%) |
| Phone | 3608 | |
| Computer | 1450 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| phone | 3608 | |
| computer | 1450 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 5058 | |
| e | 5058 | |
| P | 3608 | |
| h | 3608 | |
| n | 3608 | |
| C | 1450 | 4.9% |
| m | 1450 | 4.9% |
| p | 1450 | 4.9% |
| u | 1450 | 4.9% |
| t | 1450 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 29640 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 5058 | |
| e | 5058 | |
| P | 3608 | |
| h | 3608 | |
| n | 3608 | |
| C | 1450 | 4.9% |
| m | 1450 | 4.9% |
| p | 1450 | 4.9% |
| u | 1450 | 4.9% |
| t | 1450 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 29640 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 5058 | |
| e | 5058 | |
| P | 3608 | |
| h | 3608 | |
| n | 3608 | |
| C | 1450 | 4.9% |
| m | 1450 | 4.9% |
| p | 1450 | 4.9% |
| u | 1450 | 4.9% |
| t | 1450 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 29640 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 5058 | |
| e | 5058 | |
| P | 3608 | |
| h | 3608 | |
| n | 3608 | |
| C | 1450 | 4.9% |
| m | 1450 | 4.9% |
| p | 1450 | 4.9% |
| u | 1450 | 4.9% |
| t | 1450 | 4.9% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 3 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3294 | |
| 3 | 1569 | |
| 2 | 195 | 3.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3294 | |
| 3 | 1569 | |
| 2 | 195 | 3.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3294 | |
| 3 | 1569 | |
| 2 | 195 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3294 | |
| 3 | 1569 | |
| 2 | 195 | 3.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3294 | |
| 3 | 1569 | |
| 2 | 195 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3294 | |
| 3 | 1569 | |
| 2 | 195 | 3.9% |
WarehouseToHome
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.480308 |
| Minimum | 5 |
|---|---|
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 9 |
| median | 14 |
| Q3 | 20 |
| 95-th percentile | 32 |
| Maximum | 35 |
| Range | 30 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.1213135 |
|---|---|
| Coefficient of variation (CV) | 0.5246222 |
| Kurtosis | -0.20608945 |
| Mean | 15.480308 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.91856859 |
| Sum | 78299.4 |
| Variance | 65.955732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 9 | 502 | 9.9% |
| 8 | 403 | 8.0% |
| 7 | 376 | 7.4% |
| 14 | 298 | 5.9% |
| 16 | 288 | 5.7% |
| 6 | 283 | 5.6% |
| 15 | 260 | 5.1% |
| 11 | 257 | 5.1% |
| 10 | 239 | 4.7% |
| 13 | 220 | 4.3% |
| Other values (36) | 1932 |
| Value | Count | Frequency (%) |
| 5 | 8 | 0.2% |
| 6 | 283 | |
| 7 | 376 | |
| 8 | 403 | |
| 9 | 502 | |
| 9.8 | 2 | < 0.1% |
| 10 | 239 | |
| 11 | 257 | |
| 11.2 | 3 | 0.1% |
| 11.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35 | 132 | |
| 34 | 57 | |
| 33 | 60 | |
| 32 | 87 | |
| 31 | 90 | |
| 30 | 84 | |
| 29 | 71 | |
| 28 | 59 | |
| 27 | 70 | |
| 26 | 76 |
PreferredPaymentMode
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 365.4 KiB |
| Debit Card | |
|---|---|
| Credit Card | |
| E wallet | |
| COD | |
| UPI |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 8.9675761 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Debit Card |
|---|---|
| 2nd row | UPI |
| 3rd row | Debit Card |
| 4th row | Debit Card |
| 5th row | Credit Card |
Common Values
| Value | Count | Frequency (%) |
| Debit Card | 2090 | |
| Credit Card | 1593 | |
| E wallet | 562 | 11.1% |
| COD | 455 | 9.0% |
| UPI | 358 | 7.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| card | 3683 | |
| debit | 2090 | |
| credit | 1593 | |
| e | 562 | 6.0% |
| wallet | 562 | 6.0% |
| cod | 455 | 4.9% |
| upi | 358 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 5731 | |
| d | 5276 | |
| r | 5276 | |
| 4245 | ||
| e | 4245 | |
| t | 4245 | |
| a | 4245 | |
| i | 3683 | |
| D | 2545 | |
| b | 2090 | 4.6% |
| Other values (7) | 3777 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 45358 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 5731 | |
| d | 5276 | |
| r | 5276 | |
| 4245 | ||
| e | 4245 | |
| t | 4245 | |
| a | 4245 | |
| i | 3683 | |
| D | 2545 | |
| b | 2090 | 4.6% |
| Other values (7) | 3777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 45358 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 5731 | |
| d | 5276 | |
| r | 5276 | |
| 4245 | ||
| e | 4245 | |
| t | 4245 | |
| a | 4245 | |
| i | 3683 | |
| D | 2545 | |
| b | 2090 | 4.6% |
| Other values (7) | 3777 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 45358 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 5731 | |
| d | 5276 | |
| r | 5276 | |
| 4245 | ||
| e | 4245 | |
| t | 4245 | |
| a | 4245 | |
| i | 3683 | |
| D | 2545 | |
| b | 2090 | 4.6% |
| Other values (7) | 3777 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.7979439 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 3040 | |
| Female | 2018 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 3040 | |
| female | 2018 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7076 | |
| a | 5058 | |
| l | 5058 | |
| M | 3040 | |
| F | 2018 | 8.3% |
| m | 2018 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24268 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 7076 | |
| a | 5058 | |
| l | 5058 | |
| M | 3040 | |
| F | 2018 | 8.3% |
| m | 2018 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24268 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 7076 | |
| a | 5058 | |
| l | 5058 | |
| M | 3040 | |
| F | 2018 | 8.3% |
| m | 2018 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24268 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 7076 | |
| a | 5058 | |
| l | 5058 | |
| M | 3040 | |
| F | 2018 | 8.3% |
| m | 2018 | 8.3% |
HourSpendOnApp
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9185844 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.71336753 |
|---|---|
| Coefficient of variation (CV) | 0.24442244 |
| Kurtosis | -0.61200425 |
| Mean | 2.9185844 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.00049044344 |
| Sum | 14762.2 |
| Variance | 0.50889323 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 3 | 2431 | |
| 2 | 1341 | |
| 4 | 1051 | |
| 2.6 | 52 | 1.0% |
| 2.8 | 46 | 0.9% |
| 1 | 33 | 0.7% |
| 2.4 | 32 | 0.6% |
| 2.2 | 24 | 0.5% |
| 3.2 | 18 | 0.4% |
| 3.4 | 12 | 0.2% |
| Other values (3) | 18 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.1% |
| 1 | 33 | 0.7% |
| 2 | 1341 | |
| 2.2 | 24 | 0.5% |
| 2.4 | 32 | 0.6% |
| 2.6 | 52 | 1.0% |
| 2.8 | 46 | 0.9% |
| 3 | 2431 | |
| 3.2 | 18 | 0.4% |
| 3.4 | 12 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 3 | 0.1% |
| 4 | 1051 | |
| 3.6 | 12 | 0.2% |
| 3.4 | 12 | 0.2% |
| 3.2 | 18 | 0.4% |
| 3 | 2431 | |
| 2.8 | 46 | 0.9% |
| 2.6 | 52 | 1.0% |
| 2.4 | 32 | 0.6% |
| 2.2 | 24 | 0.5% |
NumberOfDeviceRegistered
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6862396 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0302007 |
|---|---|
| Coefficient of variation (CV) | 0.27947198 |
| Kurtosis | 0.55932671 |
| Mean | 3.6862396 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.40326877 |
| Sum | 18645 |
| Variance | 1.0613135 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 2126 | |
| 3 | 1519 | |
| 5 | 797 | 15.8% |
| 2 | 253 | 5.0% |
| 1 | 217 | 4.3% |
| 6 | 146 | 2.9% |
| Value | Count | Frequency (%) |
| 1 | 217 | 4.3% |
| 2 | 253 | 5.0% |
| 3 | 1519 | |
| 4 | 2126 | |
| 5 | 797 | 15.8% |
| 6 | 146 | 2.9% |
| Value | Count | Frequency (%) |
| 6 | 146 | 2.9% |
| 5 | 797 | 15.8% |
| 4 | 2126 | |
| 3 | 1519 | |
| 2 | 253 | 5.0% |
| 1 | 217 | 4.3% |
PreferedOrderCat
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 371.6 KiB |
| Phone | |
|---|---|
| Laptop & Accessory | |
| Fashion | |
| Grocery | |
| Others |
Length
| Max length | 18 |
|---|---|
| Median length | 7 |
| Mean length | 10.231514 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laptop & Accessory |
|---|---|
| 2nd row | Phone |
| 3rd row | Phone |
| 4th row | Laptop & Accessory |
| 5th row | Phone |
Common Values
| Value | Count | Frequency (%) |
| Phone | 1849 | |
| Laptop & Accessory | 1844 | |
| Fashion | 760 | |
| Grocery | 364 | 7.2% |
| Others | 241 | 4.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| phone | 1849 | |
| laptop | 1844 | |
| 1844 | ||
| accessory | 1844 | |
| fashion | 760 | |
| grocery | 364 | 4.2% |
| others | 241 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 6661 | |
| s | 4689 | 9.1% |
| e | 4298 | 8.3% |
| c | 4052 | 7.8% |
| 3688 | 7.1% | |
| p | 3688 | 7.1% |
| h | 2850 | 5.5% |
| r | 2813 | 5.4% |
| n | 2609 | 5.0% |
| a | 2604 | 5.0% |
| Other values (10) | 13799 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 51751 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 6661 | |
| s | 4689 | 9.1% |
| e | 4298 | 8.3% |
| c | 4052 | 7.8% |
| 3688 | 7.1% | |
| p | 3688 | 7.1% |
| h | 2850 | 5.5% |
| r | 2813 | 5.4% |
| n | 2609 | 5.0% |
| a | 2604 | 5.0% |
| Other values (10) | 13799 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 51751 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 6661 | |
| s | 4689 | 9.1% |
| e | 4298 | 8.3% |
| c | 4052 | 7.8% |
| 3688 | 7.1% | |
| p | 3688 | 7.1% |
| h | 2850 | 5.5% |
| r | 2813 | 5.4% |
| n | 2609 | 5.0% |
| a | 2604 | 5.0% |
| Other values (10) | 13799 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 51751 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 6661 | |
| s | 4689 | 9.1% |
| e | 4298 | 8.3% |
| c | 4052 | 7.8% |
| 3688 | 7.1% | |
| p | 3688 | 7.1% |
| h | 2850 | 5.5% |
| r | 2813 | 5.4% |
| n | 2609 | 5.0% |
| a | 2604 | 5.0% |
| Other values (10) | 13799 |
SatisfactionScore
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 326.0 KiB |
| 3 | |
|---|---|
| 1 | |
| 5 | |
| 4 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 5 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1499 | |
| 1 | 1074 | |
| 5 | 973 | |
| 4 | 926 | |
| 2 | 586 | 11.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1499 | |
| 1 | 1074 | |
| 5 | 973 | |
| 4 | 926 | |
| 2 | 586 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1499 | |
| 1 | 1074 | |
| 5 | 973 | |
| 4 | 926 | |
| 2 | 586 | 11.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1499 | |
| 1 | 1074 | |
| 5 | 973 | |
| 4 | 926 | |
| 2 | 586 | 11.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1499 | |
| 1 | 1074 | |
| 5 | 973 | |
| 4 | 926 | |
| 2 | 586 | 11.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1499 | |
| 1 | 1074 | |
| 5 | 973 | |
| 4 | 926 | |
| 2 | 586 | 11.6% |
MaritalStatus
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 355.0 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8618031 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Single |
| 4th row | Single |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 2663 | |
| Single | 1547 | |
| Divorced | 848 | 16.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 2663 | |
| single | 1547 | |
| divorced | 848 | 16.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 6174 | |
| i | 5058 | |
| e | 5058 | |
| d | 3511 | |
| a | 2663 | |
| M | 2663 | |
| S | 1547 | 4.5% |
| n | 1547 | 4.5% |
| g | 1547 | 4.5% |
| l | 1547 | 4.5% |
| Other values (4) | 3392 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 34707 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 6174 | |
| i | 5058 | |
| e | 5058 | |
| d | 3511 | |
| a | 2663 | |
| M | 2663 | |
| S | 1547 | 4.5% |
| n | 1547 | 4.5% |
| g | 1547 | 4.5% |
| l | 1547 | 4.5% |
| Other values (4) | 3392 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 34707 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 6174 | |
| i | 5058 | |
| e | 5058 | |
| d | 3511 | |
| a | 2663 | |
| M | 2663 | |
| S | 1547 | 4.5% |
| n | 1547 | 4.5% |
| g | 1547 | 4.5% |
| l | 1547 | 4.5% |
| Other values (4) | 3392 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 34707 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 6174 | |
| i | 5058 | |
| e | 5058 | |
| d | 3511 | |
| a | 2663 | |
| M | 2663 | |
| S | 1547 | 4.5% |
| n | 1547 | 4.5% |
| g | 1547 | 4.5% |
| l | 1547 | 4.5% |
| Other values (4) | 3392 |
NumberOfAddress
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1896006 |
| Minimum | 1 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 22 |
| Range | 21 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.5743127 |
|---|---|
| Coefficient of variation (CV) | 0.614453 |
| Kurtosis | 1.1133353 |
| Mean | 4.1896006 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.1106097 |
| Sum | 21191 |
| Variance | 6.6270858 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 1243 | |
| 3 | 1146 | |
| 4 | 522 | |
| 5 | 513 | |
| 6 | 344 | 6.8% |
| 1 | 341 | 6.7% |
| 8 | 248 | 4.9% |
| 7 | 233 | 4.6% |
| 9 | 210 | 4.2% |
| 10 | 172 | 3.4% |
| Other values (5) | 86 | 1.7% |
| Value | Count | Frequency (%) |
| 1 | 341 | 6.7% |
| 2 | 1243 | |
| 3 | 1146 | |
| 4 | 522 | |
| 5 | 513 | |
| 6 | 344 | 6.8% |
| 7 | 233 | 4.6% |
| 8 | 248 | 4.9% |
| 9 | 210 | 4.2% |
| 10 | 172 | 3.4% |
| Value | Count | Frequency (%) |
| 22 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 11 | 82 | 1.6% |
| 10 | 172 | |
| 9 | 210 | |
| 8 | 248 | |
| 7 | 233 | |
| 6 | 344 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3628 | |
| 1 | 1430 | 28.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3628 | |
| 1 | 1430 | 28.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3628 | |
| 1 | 1430 | 28.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3628 | |
| 1 | 1430 | 28.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3628 | |
| 1 | 1430 | 28.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5058 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3628 | |
| 1 | 1430 | 28.3% |
OrderAmountHikeFromlastYear
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.672993 |
| Minimum | 11 |
|---|---|
| Maximum | 26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 13 |
| median | 15 |
| Q3 | 18 |
| 95-th percentile | 23 |
| Maximum | 26 |
| Range | 15 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5872451 |
|---|---|
| Coefficient of variation (CV) | 0.22888066 |
| Kurtosis | -0.13022624 |
| Mean | 15.672993 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.83537364 |
| Sum | 79274 |
| Variance | 12.868327 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 15 | 727 | |
| 13 | 677 | |
| 14 | 667 | |
| 12 | 657 | |
| 11 | 345 | |
| 16 | 297 | |
| 18 | 290 | 5.7% |
| 19 | 284 | 5.6% |
| 17 | 262 | 5.2% |
| 20 | 219 | 4.3% |
| Other values (6) | 633 |
| Value | Count | Frequency (%) |
| 11 | 345 | |
| 12 | 657 | |
| 13 | 677 | |
| 14 | 667 | |
| 15 | 727 | |
| 16 | 297 | |
| 17 | 262 | 5.2% |
| 18 | 290 | 5.7% |
| 19 | 284 | 5.6% |
| 20 | 219 | 4.3% |
| Value | Count | Frequency (%) |
| 26 | 28 | 0.6% |
| 25 | 66 | 1.3% |
| 24 | 76 | 1.5% |
| 23 | 130 | |
| 22 | 164 | |
| 21 | 169 | |
| 20 | 219 | |
| 19 | 284 | |
| 18 | 290 | |
| 17 | 262 |
CouponUsed
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6640965 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 912 |
| Zeros (%) | 18.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.5358288 |
|---|---|
| Coefficient of variation (CV) | 0.92292051 |
| Kurtosis | 1.6545525 |
| Mean | 1.6640965 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.4403744 |
| Sum | 8417 |
| Variance | 2.35877 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1 | 2080 | |
| 2 | 1158 | |
| 0 | 912 | |
| 3 | 310 | 6.1% |
| 6 | 287 | 5.7% |
| 4 | 186 | 3.7% |
| 5 | 125 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 912 | |
| 1 | 2080 | |
| 2 | 1158 | |
| 3 | 310 | 6.1% |
| 4 | 186 | 3.7% |
| 5 | 125 | 2.5% |
| 6 | 287 | 5.7% |
| Value | Count | Frequency (%) |
| 6 | 287 | 5.7% |
| 5 | 125 | 2.5% |
| 4 | 186 | 3.7% |
| 3 | 310 | 6.1% |
| 2 | 1158 | |
| 1 | 2080 | |
| 0 | 912 |
OrderCount
Real number (ℝ)
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8525109 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.3618639 |
|---|---|
| Coefficient of variation (CV) | 0.82799469 |
| Kurtosis | 1.0866285 |
| Mean | 2.8525109 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.5295723 |
| Sum | 14428 |
| Variance | 5.5784009 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 2 | 2028 | |
| 1 | 1528 | |
| 3 | 351 | 6.9% |
| 9 | 305 | 6.0% |
| 7 | 195 | 3.9% |
| 4 | 187 | 3.7% |
| 5 | 175 | 3.5% |
| 8 | 162 | 3.2% |
| 6 | 127 | 2.5% |
| Value | Count | Frequency (%) |
| 1 | 1528 | |
| 2 | 2028 | |
| 3 | 351 | 6.9% |
| 4 | 187 | 3.7% |
| 5 | 175 | 3.5% |
| 6 | 127 | 2.5% |
| 7 | 195 | 3.9% |
| 8 | 162 | 3.2% |
| 9 | 305 | 6.0% |
| Value | Count | Frequency (%) |
| 9 | 305 | 6.0% |
| 8 | 162 | 3.2% |
| 7 | 195 | 3.9% |
| 6 | 127 | 2.5% |
| 5 | 175 | 3.5% |
| 4 | 187 | 3.7% |
| 3 | 351 | 6.9% |
| 2 | 2028 | |
| 1 | 1528 |
DaySinceLastOrder
Real number (ℝ)
Zeros
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4113484 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 427 |
| Zeros (%) | 8.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2278582 |
|---|---|
| Coefficient of variation (CV) | 0.7317169 |
| Kurtosis | -0.90784849 |
| Mean | 4.4113484 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.52077357 |
| Sum | 22312.6 |
| Variance | 10.419068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 3 | 843 | |
| 2 | 727 | |
| 1 | 540 | |
| 8 | 495 | |
| 0 | 427 | |
| 7 | 416 | |
| 4 | 398 | |
| 11 | 281 | 5.6% |
| 9 | 263 | 5.2% |
| 5 | 201 | 4.0% |
| Other values (24) | 467 |
| Value | Count | Frequency (%) |
| 0 | 427 | |
| 0.8 | 10 | 0.2% |
| 1 | 540 | |
| 1.2 | 8 | 0.2% |
| 1.6 | 4 | 0.1% |
| 1.8 | 11 | 0.2% |
| 2 | 727 | |
| 2.2 | 4 | 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.6 | 12 | 0.2% |
| Value | Count | Frequency (%) |
| 11 | 281 | |
| 10 | 137 | 2.7% |
| 9 | 263 | |
| 8 | 495 | |
| 7 | 416 | |
| 6.6 | 6 | 0.1% |
| 6.4 | 13 | 0.3% |
| 6 | 106 | 2.1% |
| 5.8 | 17 | 0.3% |
| 5.6 | 2 | < 0.1% |
CashbackAmount
Real number (ℝ)
High correlation
| Distinct | 2529 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 177.80357 |
| Minimum | 116.01 |
|---|---|
| Maximum | 318.7431 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.0 KiB |
Quantile statistics
| Minimum | 116.01 |
|---|---|
| 5-th percentile | 123.07 |
| Q1 | 145.9025 |
| median | 163.855 |
| Q3 | 197.64 |
| 95-th percentile | 292.526 |
| Maximum | 318.7431 |
| Range | 202.7331 |
| Interquartile range (IQR) | 51.7375 |
Descriptive statistics
| Standard deviation | 48.74129 |
|---|---|
| Coefficient of variation (CV) | 0.27412999 |
| Kurtosis | 0.82964656 |
| Mean | 177.80357 |
| Median Absolute Deviation (MAD) | 23.455 |
| Skewness | 1.2227073 |
| Sum | 899330.45 |
| Variance | 2375.7134 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 116.01 | 53 | 1.0% |
| 318.7431 | 53 | 1.0% |
| 123.42 | 8 | 0.2% |
| 148.42 | 8 | 0.2% |
| 149.36 | 8 | 0.2% |
| 188.47 | 7 | 0.1% |
| 149.5 | 6 | 0.1% |
| 161.42 | 6 | 0.1% |
| 154.73 | 6 | 0.1% |
| 146.27 | 6 | 0.1% |
| Other values (2519) | 4897 |
| Value | Count | Frequency (%) |
| 116.01 | 53 | |
| 116.11 | 2 | < 0.1% |
| 116.75 | 2 | < 0.1% |
| 117.02 | 2 | < 0.1% |
| 117.06 | 2 | < 0.1% |
| 117.9 | 1 | < 0.1% |
| 118.59 | 2 | < 0.1% |
| 118.78 | 1 | < 0.1% |
| 119.04 | 2 | < 0.1% |
| 119.51 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 318.7431 | 53 | |
| 318.31 | 2 | < 0.1% |
| 318.28 | 2 | < 0.1% |
| 317.72 | 2 | < 0.1% |
| 317.46 | 1 | < 0.1% |
| 317.37 | 2 | < 0.1% |
| 317.32 | 2 | < 0.1% |
| 317.02 | 2 | < 0.1% |
| 316.97 | 1 | < 0.1% |
| 316.9 | 2 | < 0.1% |
Interactions
Correlations
| CashbackAmount | Churn | CityTier | Complain | CouponUsed | DaySinceLastOrder | Gender | HourSpendOnApp | MaritalStatus | NumberOfAddress | NumberOfDeviceRegistered | OrderAmountHikeFromlastYear | OrderCount | PreferedOrderCat | PreferredLoginDevice | PreferredPaymentMode | SatisfactionScore | Tenure | WarehouseToHome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CashbackAmount | 1.000 | 0.173 | 0.152 | 0.027 | 0.282 | 0.359 | 0.052 | 0.208 | 0.069 | 0.264 | 0.209 | 0.040 | 0.370 | 0.728 | 0.063 | 0.080 | 0.000 | 0.411 | 0.004 |
| Churn | 0.173 | 1.000 | 0.096 | 0.246 | 0.000 | 0.189 | 0.023 | 0.037 | 0.181 | 0.087 | 0.126 | 0.075 | 0.051 | 0.211 | 0.049 | 0.098 | 0.102 | 0.325 | 0.089 |
| CityTier | 0.152 | 0.096 | 1.000 | 0.014 | 0.033 | 0.034 | 0.050 | 0.018 | 0.044 | 0.028 | 0.009 | 0.036 | 0.037 | 0.213 | 0.000 | 0.430 | 0.054 | 0.058 | 0.046 |
| Complain | 0.027 | 0.246 | 0.014 | 1.000 | 0.007 | 0.029 | 0.036 | 0.000 | 0.000 | 0.043 | 0.000 | 0.042 | 0.000 | 0.015 | 0.000 | 0.018 | 0.047 | 0.061 | 0.070 |
| CouponUsed | 0.282 | 0.000 | 0.033 | 0.007 | 1.000 | 0.292 | 0.040 | 0.312 | 0.024 | 0.096 | 0.255 | 0.067 | 0.669 | 0.125 | 0.000 | 0.007 | 0.000 | 0.087 | 0.013 |
| DaySinceLastOrder | 0.359 | 0.189 | 0.034 | 0.029 | 0.292 | 1.000 | 0.004 | 0.115 | 0.054 | -0.080 | 0.034 | 0.008 | 0.438 | 0.217 | 0.000 | 0.032 | 0.019 | 0.188 | 0.019 |
| Gender | 0.052 | 0.023 | 0.050 | 0.036 | 0.040 | 0.004 | 1.000 | 0.041 | 0.044 | 0.019 | 0.000 | 0.047 | 0.031 | 0.063 | 0.006 | 0.038 | 0.038 | 0.059 | 0.060 |
| HourSpendOnApp | 0.208 | 0.037 | 0.018 | 0.000 | 0.312 | 0.115 | 0.041 | 1.000 | 0.022 | 0.186 | 0.347 | 0.130 | 0.284 | 0.088 | 0.031 | 0.000 | 0.017 | 0.007 | 0.078 |
| MaritalStatus | 0.069 | 0.181 | 0.044 | 0.000 | 0.024 | 0.054 | 0.044 | 0.022 | 1.000 | 0.050 | 0.033 | 0.000 | 0.022 | 0.072 | 0.022 | 0.020 | 0.239 | 0.081 | 0.057 |
| NumberOfAddress | 0.264 | 0.087 | 0.028 | 0.043 | 0.096 | -0.080 | 0.019 | 0.186 | 0.050 | 1.000 | 0.127 | 0.048 | 0.063 | 0.101 | 0.049 | 0.046 | 0.033 | 0.279 | 0.020 |
| NumberOfDeviceRegistered | 0.209 | 0.126 | 0.009 | 0.000 | 0.255 | 0.034 | 0.000 | 0.347 | 0.033 | 0.127 | 1.000 | 0.093 | 0.245 | 0.023 | 0.000 | 0.000 | 0.009 | -0.025 | 0.016 |
| OrderAmountHikeFromlastYear | 0.040 | 0.075 | 0.036 | 0.042 | 0.067 | 0.008 | 0.047 | 0.130 | 0.000 | 0.048 | 0.093 | 1.000 | 0.057 | 0.209 | 0.000 | 0.027 | 0.031 | 0.026 | 0.039 |
| OrderCount | 0.370 | 0.051 | 0.037 | 0.000 | 0.669 | 0.438 | 0.031 | 0.284 | 0.022 | 0.063 | 0.245 | 0.057 | 1.000 | 0.175 | 0.026 | 0.000 | 0.017 | 0.152 | 0.019 |
| PreferedOrderCat | 0.728 | 0.211 | 0.213 | 0.015 | 0.125 | 0.217 | 0.063 | 0.088 | 0.072 | 0.101 | 0.023 | 0.209 | 0.175 | 1.000 | 0.062 | 0.095 | 0.017 | 0.276 | 0.090 |
| PreferredLoginDevice | 0.063 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.031 | 0.022 | 0.049 | 0.000 | 0.000 | 0.026 | 0.062 | 1.000 | 0.039 | 0.029 | 0.054 | 0.061 |
| PreferredPaymentMode | 0.080 | 0.098 | 0.430 | 0.018 | 0.007 | 0.032 | 0.038 | 0.000 | 0.020 | 0.046 | 0.000 | 0.027 | 0.000 | 0.095 | 0.039 | 1.000 | 0.042 | 0.040 | 0.054 |
| SatisfactionScore | 0.000 | 0.102 | 0.054 | 0.047 | 0.000 | 0.019 | 0.038 | 0.017 | 0.239 | 0.033 | 0.009 | 0.031 | 0.017 | 0.017 | 0.029 | 0.042 | 1.000 | 0.036 | 0.055 |
| Tenure | 0.411 | 0.325 | 0.058 | 0.061 | 0.087 | 0.188 | 0.059 | 0.007 | 0.081 | 0.279 | -0.025 | 0.026 | 0.152 | 0.276 | 0.054 | 0.040 | 0.036 | 1.000 | -0.047 |
| WarehouseToHome | 0.004 | 0.089 | 0.046 | 0.070 | 0.013 | 0.019 | 0.060 | 0.078 | 0.057 | 0.020 | 0.016 | 0.039 | 0.019 | 0.090 | 0.061 | 0.054 | 0.055 | -0.047 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Churn | Tenure | PreferredLoginDevice | CityTier | WarehouseToHome | PreferredPaymentMode | Gender | HourSpendOnApp | NumberOfDeviceRegistered | PreferedOrderCat | SatisfactionScore | MaritalStatus | NumberOfAddress | Complain | OrderAmountHikeFromlastYear | CouponUsed | OrderCount | DaySinceLastOrder | CashbackAmount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 4.0 | Phone | 3 | 6.0 | Debit Card | Female | 3.0 | 3 | Laptop & Accessory | 2 | Single | 9 | 1 | 11.0 | 1.0 | 1.0 | 5.0 | 159.93 |
| 1 | 1 | 9.0 | Phone | 1 | 8.0 | UPI | Male | 3.0 | 4 | Phone | 3 | Single | 7 | 1 | 15.0 | 0.0 | 1.0 | 0.0 | 120.90 |
| 2 | 1 | 9.0 | Phone | 1 | 30.0 | Debit Card | Male | 2.0 | 4 | Phone | 3 | Single | 6 | 1 | 14.0 | 0.0 | 1.0 | 3.0 | 120.28 |
| 3 | 1 | 0.0 | Phone | 3 | 15.0 | Debit Card | Male | 2.0 | 4 | Laptop & Accessory | 5 | Single | 8 | 0 | 23.0 | 0.0 | 1.0 | 3.0 | 134.07 |
| 4 | 1 | 0.0 | Phone | 1 | 12.0 | Credit Card | Male | 3.2 | 3 | Phone | 5 | Single | 3 | 0 | 11.0 | 1.0 | 1.0 | 3.0 | 129.60 |
| 5 | 1 | 0.0 | Computer | 1 | 22.0 | Debit Card | Female | 3.0 | 5 | Phone | 5 | Single | 2 | 1 | 22.0 | 4.0 | 6.0 | 7.0 | 139.19 |
| 6 | 1 | 9.0 | Phone | 3 | 11.0 | COD | Male | 2.0 | 3 | Laptop & Accessory | 2 | Divorced | 4 | 0 | 14.0 | 0.0 | 1.0 | 0.0 | 120.86 |
| 7 | 1 | 9.0 | Phone | 1 | 6.0 | Credit Card | Male | 3.0 | 3 | Phone | 2 | Divorced | 3 | 1 | 16.0 | 2.0 | 2.0 | 0.0 | 122.93 |
| 8 | 1 | 13.0 | Phone | 3 | 9.0 | E wallet | Male | 2.4 | 4 | Phone | 3 | Divorced | 2 | 1 | 14.0 | 0.0 | 1.0 | 2.0 | 126.83 |
| 9 | 1 | 9.0 | Phone | 1 | 31.0 | Debit Card | Male | 2.0 | 5 | Phone | 3 | Single | 2 | 0 | 12.0 | 1.0 | 1.0 | 1.0 | 122.93 |
| Churn | Tenure | PreferredLoginDevice | CityTier | WarehouseToHome | PreferredPaymentMode | Gender | HourSpendOnApp | NumberOfDeviceRegistered | PreferedOrderCat | SatisfactionScore | MaritalStatus | NumberOfAddress | Complain | OrderAmountHikeFromlastYear | CouponUsed | OrderCount | DaySinceLastOrder | CashbackAmount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5617 | 0 | 14.0 | Phone | 1 | 9.0 | Credit Card | Female | 4.0 | 4 | Phone | 3 | Married | 4 | 0 | 15.0 | 1.0 | 2.0 | 3.0 | 145.01 |
| 5618 | 0 | 9.0 | Phone | 1 | 8.0 | Debit Card | Female | 4.0 | 6 | Phone | 1 | Married | 3 | 0 | 13.0 | 2.0 | 2.0 | 2.0 | 154.77 |
| 5619 | 0 | 3.0 | Phone | 1 | 20.0 | UPI | Male | 3.0 | 5 | Laptop & Accessory | 4 | Married | 6 | 1 | 14.0 | 1.0 | 2.0 | 4.0 | 165.25 |
| 5621 | 1 | 14.0 | Phone | 3 | 35.0 | E wallet | Male | 3.0 | 5 | Fashion | 5 | Married | 6 | 1 | 14.0 | 3.0 | 2.0 | 1.0 | 233.54 |
| 5622 | 0 | 13.0 | Phone | 3 | 31.0 | E wallet | Female | 3.0 | 5 | Grocery | 1 | Married | 2 | 0 | 12.0 | 4.0 | 2.0 | 7.0 | 245.31 |
| 5623 | 0 | 5.0 | Computer | 1 | 12.0 | Credit Card | Male | 4.0 | 4 | Laptop & Accessory | 5 | Single | 2 | 0 | 20.0 | 2.0 | 2.0 | 4.8 | 224.36 |
| 5624 | 0 | 1.0 | Phone | 3 | 12.0 | UPI | Female | 2.0 | 5 | Phone | 3 | Single | 2 | 0 | 19.0 | 2.0 | 2.0 | 1.0 | 154.66 |
| 5626 | 0 | 13.0 | Phone | 1 | 13.0 | Credit Card | Male | 3.0 | 5 | Fashion | 5 | Married | 6 | 0 | 16.0 | 1.0 | 2.0 | 2.6 | 224.91 |
| 5627 | 0 | 1.0 | Phone | 1 | 11.0 | Debit Card | Male | 3.0 | 2 | Laptop & Accessory | 4 | Married | 3 | 1 | 21.0 | 1.0 | 2.0 | 4.0 | 186.42 |
| 5629 | 0 | 8.0 | Phone | 1 | 15.0 | Credit Card | Male | 3.0 | 2 | Laptop & Accessory | 3 | Married | 4 | 0 | 13.0 | 2.0 | 2.0 | 3.0 | 169.04 |